EcosystemSUMMIT & RESEARCH
Evidence library / The Reality of AI: Adoption, Capacity, and Change Management
AI for development · SELECTED MOMENT · 1:53

GCC describes tensions between model bias, data sovereignty and organisational commitments to inclusion.

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Kristen CordellSenior Director, Policy · Grand Challenges CanadaLinkedIn ↗
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Kristen CordellSenior Director, Policy · Grand Challenges CanadaLinkedIn ↗

GCC describes tensions between model bias, data sovereignty and organisational commitments to inclusion.

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Attributed contributors: Kristen Cordell. “GCC describes tensions between model bias, data sovereignty and organisational commitments to inclusion..” The Reality of AI: Adoption, Capacity, and Change Management. ECOSYSTEM Summit, Barcelona, 16 September 2026. Session time 33:24–35:18. https://cs-ecosystem.commonshare.workers.dev/evidence/E-6264c8483aa8

Interpretation and context.

Analyst synthesis. The recording establishes that a claim was made. It does not independently establish the claimed effect.

practitioner reflection

GCC describes tensions between model bias, data sovereignty and organisational commitments to inclusion.

Contributors
Kristen CordellSenior Director, Policy · Grand Challenges CanadaLinkedIn ↗
Unidentified audience participant
Unidentified speaker

Proposed mechanism: Create space to examine how tool choices fit organisational values.

Limit: No resolved governance arrangement is claimed.

data rightsunequal harmsrisk tradeoff

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